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2021 International Conference on Intelligent Technology, System and Service for Internet of Everything (ITSS-IoE)最新文献

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Web-based AI-IoT Multi Classifiers Model of IRIS Images in Real Live Farm Field 基于web的农场现场IRIS图像AI-IoT多分类器模型
Wafaa Mohammed Ali, Ali Atshan Abdulredah, Ali fattah Dakhil
Combining AI models and IoT devices in the farm and agriculture field would yield the most desired productivity. IoT-enabled cameras significantly help in collecting flowers images in real-time on the farm. To Classify a large dataset of flowers images with multi-species, we need a dedicated and sufficient AI model. The purpose of those captured images is to transfer their features into numerical values like the common IRIS dataset. This research investigates a perfect solution to extract the most relative features from the collected images so that engineers can have IRIS attributes from their original images. Those features represent the IRIS flowers; Sepal width and height, and Petal width and height. The applied methodology is a Conventional Neural Network model with four different architectures; GoogLeNet, VGG-16, AlexNet, and ResNet-50. These models would extract features of the image and then select the most efficient ones. Experiments have proved that SVM has accuracy with 98.89% of classifying the selected features. In the last step, using the comparative technique, nine algorithms were used to classify the IRIS species, which reached 97% of the accuracy.
在农场和农业领域结合人工智能模型和物联网设备将产生最理想的生产力。支持物联网的相机极大地帮助了农场实时收集花卉图像。为了对多物种的大型花卉图像数据集进行分类,我们需要一个专用的、足够的人工智能模型。这些捕获图像的目的是将其特征转换为数值,就像常见的IRIS数据集一样。本研究探讨了一种从采集图像中提取最相关特征的完美解决方案,使工程师能够从原始图像中获得IRIS属性。这些特征代表鸢尾花;萼片的宽度和高度,以及花瓣的宽度和高度。应用的方法是一个具有四种不同架构的传统神经网络模型;GoogLeNet、VGG-16、AlexNet和ResNet-50。这些模型将提取图像的特征,然后选择最有效的特征。实验证明,SVM对所选特征的分类准确率达到98.89%。最后,采用对比技术,采用9种算法对IRIS物种进行分类,准确率达到97%。
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引用次数: 0
Real Life Monitoring of Conveyor Line Speed Using IoT and Raspberry Pi 利用物联网和树莓派对输送线速度进行实时监测
Mohammed Gamal Al-Shahethi, Amgad Muneer, Ebrahim A. A. Ghaleb, S. Darshi, Akram A. Almohammedi
Manual monitoring is time-consuming and frustrates the industry with high costs and delays in the process. This study presented a remote monitoring system for a direct current (DC) motor based on Internet of Things (IoT) for safe and economic data communication in industrial fields. A single sensor monitors the DC motor speed and sends it to the Raspberry Pi microcontroller, which sends it to the cloud database for remote monitoring. The system also presents the manual control methods to adjust the motor speed using a simple potentiometer. Therefore, the proposed system has three functions: measuring, monitoring, and controlling. Measuring is based on an optoisolator sensor and an Arduino Mega microcontroller. Controlling is based on the Potentiometer, Arduino Uno, and a motor drive circuit. Monitoring is based on Raspberry Pi and ThingSpeak platform. Firstly, the speed sensor HC-020K senses the speed Data. Secondly, Arduino Mega extracts the HC-020K sensor's data as a suitable revolution per minute and sends it to Raspberry Pi. Thirdly, Raspberry Pi sends the data to ThingSpeak's Server. Lastly, based on the experiments performed, the system has proved to be very useful and reliable.
人工监控非常耗时,并且会给行业带来高昂的成本和延迟。提出了一种基于物联网的直流电机远程监控系统,用于工业领域安全、经济的数据通信。单个传感器监测直流电机的速度,并将其发送到树莓派微控制器,微控制器将其发送到云数据库进行远程监控。该系统还介绍了使用简单的电位器手动控制电机转速的方法。因此,该系统具有测量、监控和控制三种功能。测量基于光隔离传感器和Arduino Mega微控制器。控制是基于电位器,Arduino Uno和电机驱动电路。监测是基于树莓派和ThingSpeak平台。首先,速度传感器HC-020K感应速度数据。其次,Arduino Mega将HC-020K传感器的数据提取为合适的每分钟转数,发送给树莓派。第三,树莓派将数据发送到ThingSpeak的服务器。最后,通过实验证明了该系统的实用性和可靠性。
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引用次数: 1
Reverse Optimizing Consensus of Higher-Order Heterogeneous Linear Multiagent Systems Based on LQR method 基于LQR方法的高阶异构线性多智能体系统逆向优化一致性
Arian Yousefiankalareh, Ehsan Salajegheh, Farzad Shahabi, Hossein Mirzanejad, Shahab Balali, Shahaboddin Seddighi
This paper utilizes an optimum control theory based on LQR to optimize a cooperative control law that ensures the consensus of linear agents’ outputs. In the beginning, we study the consensus problem of higher-order heterogeneous linear networks. Then we will provide an analytic solution for the partial optimization problem of closed-loop cooperative systems consensus. Optimum control of multiagent systems has some complications. Since network dynamic depends on network graph topology and network topology should exist in optimum solution, we utilize the reverse optimization method. The analytic solution outcome demonstrated that the reverse optimization would successfully result in consensus.
本文利用基于LQR的最优控制理论,对保证线性智能体输出一致性的合作控制律进行优化。首先,我们研究了高阶异构线性网络的一致性问题。然后给出闭环合作系统共识的局部优化问题的解析解。多智能体系统的最优控制具有一定的复杂性。由于网络的动态性取决于网络图的拓扑结构,而网络拓扑结构必须存在于最优解中,因此我们采用逆向优化方法。解析解结果表明,逆向优化能成功地得到一致的结果。
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引用次数: 1
Smart Governance Design for One-Stop Government of Licensing Services in Bio-business 生物产业一站式许可服务政府的智慧治理设计
Muhammad Mahreza Maulana, Arif Imam Suroso, Yani Nurhadryani, Kudang Boro Seminar
One of smart city’s component is smart governance that includes transparent government, public participation and public services. The integration of public services is called one-stop government. Service integration between local and central government and several services among government institutions are very challenging. Recently exploration on the various components of smart city governance does not have system recognition. The objective of this study is to design the smart governance framework on one-stop-shop service. Smart governance design has been proposed to achieve the objectives of one-stop-shop services. Several IT governance frameworks were used as the best practices to make alignment between government targets and IT solutions. Integration of mainly the common elements of each framework were required. The framework has four smart-governance domains include four EA processes, eleven COBIT5 processes, fifteen ITILv3 processes with three proposed KPI recommendations per domain. Smart-governance begins with the design of Enterprise Architecture. Then targets are set per domain and the processes that support it.
智慧城市的组成部分之一是智慧治理,包括透明的政府、公众参与和公共服务。公共服务的整合被称为一站式政府。地方政府与中央政府之间的服务整合以及政府机构之间的多种服务非常具有挑战性。目前对智慧城市治理各组成部分的探索还没有系统的认识。本研究的目的是设计一站式服务的智能治理框架。智能治理设计是为了实现一站式服务的目标而提出的。几个IT治理框架被用作最佳实践,以使政府目标和IT解决方案保持一致。需要将每个框架的主要共同要素结合起来。该框架有4个智能治理域,包括4个EA过程、11个COBIT5过程、15个ITILv3过程,每个域有3个建议的KPI建议。智能治理始于企业架构的设计。然后为每个域和支持它的进程设置目标。
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引用次数: 3
BERT-based Text Simplification Approach to Reduce Linguistic Complexity of Bangla Language 基于bert的文本简化方法降低孟加拉语的语言复杂性
Nahid Hossain, Adil Ahnaf
The text simplification approach simplifies the linguistic complexity of a particular language so that the grammar and structure of a language are greatly simplified to read and understand while preserving the information and underlying meaning. Despite being spoken globally and having a rich history of Bangla literature, there is no work has been done in the Bangla language on this important topic. The work has been done to increase the number of Bangla literature readers and save Bangla historical writings from becoming extinct. We have also collected and used an extensive corpus consisting of 1,52,230 sentences along with a lexicon consisting of 22,580 complex-simple unique word pairs, which are mapped manually. This paper has presented two text simplification models based on Long Short Term Memory (LSTM) and Bidirectional Encoder Representations from Transformers (BERT). However, the proposed model based on BERT shows a satisfactory accuracy rate of 95.3%.
文本简化方法简化了特定语言的语言复杂性,从而大大简化了语言的语法和结构,以便阅读和理解,同时保留了信息和潜在的含义。尽管孟加拉语在全球范围内使用,并且有着丰富的孟加拉文学历史,但在这个重要的话题上,还没有人用孟加拉语做过任何工作。这项工作是为了增加孟加拉文学读者的数量,拯救孟加拉历史著作免于灭绝。我们还收集并使用了一个包含1,52,230个句子的广泛语料库,以及一个包含22,580个复杂-简单唯一词对的词典,这些词对都是手动映射的。本文提出了两种基于长短期记忆(LSTM)和变形器双向编码器表示(BERT)的文本简化模型。然而,基于BERT的模型显示出95.3%的令人满意的准确率。
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引用次数: 1
Literature Review on Cyber Attacks Detection and Prevention Schemes 网络攻击检测与预防方案的文献综述
Belal A. Al-fuhaidi, Wedad Al-Sorori, Naseebah Maqtary, A. Al-Hashedi, Sadik A. M. Al-Taweel
Due to the tremendous development in the field of information and communication technology (ICT) and its continuous connection with the Internet, the data of customers and companies has become under the threat of electronic attacks, so it has become necessary to clarify solutions to ensure the security and safety of data around the world. In the modern era, it has become imperative for countries and large companies to adopt cybersecurity systems in their systems, to ensure the confidentiality and security of data from cyber-attacks. This paper provides an overall review of previous studies on cyber-attacks to discover this concept, its forms as well as the applied mitigation strategies against this attack. The literature review is conducted through a systematic approach from data collection through content analysis and finally, findings reporting.
由于信息通信技术(ICT)领域的巨大发展及其与互联网的不断连接,客户和公司的数据已经受到电子攻击的威胁,因此有必要明确解决方案,以确保全球数据的安全性和安全性。在当今时代,国家和大企业必须在其系统中采用网络安全系统,以确保网络攻击数据的保密性和安全性。本文全面回顾了以往关于网络攻击的研究,以发现这一概念、其形式以及针对这种攻击的应用缓解策略。文献综述是通过系统的方法进行的,从数据收集到内容分析,最后是发现报告。
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引用次数: 2
Cloud Based Surveillance using ESP32 CAM 基于云的监控使用ESP32 CAM
Akwinder Kaur, Abhimanyu Jadli, Apratim Sadhu, Satvik Goyal, Abhishek Mehra, Rahul
The idea of surveillance has always lingered around from community to guards to police to CCTV to Drones. It is just getting upgrade with the time. The recent times with the involvement of artificial intelligence the surveillance and cloud monitoring has changed the way and efficiency. This work involves similar surveillance techniques in which we intend to detect people not wearing a mask. The project was an inspiration for the current pandemic situation and to be ready for the future. The work also includes cloud monitoring and streaming the live footage on the server. A Convolutional Neural Network is developed to predict whether someone is wearing a mask or not. It is deployed on a self-made server and can be monitored remotely. The camera used to capture the video is ESP32. This proposed work has huge implementation around the world given the present situation and has the potential to be used in the future.
从社区到警卫到警察,从闭路电视到无人机,监视的概念一直萦绕在人们的脑海中。它只是随着时间的推移而升级。近年来,随着人工智能的介入,监控和云监控的方式和效率发生了变化。这项工作涉及到类似的监视技术,我们打算检测不戴口罩的人。该项目是对当前大流行形势的启发,并为未来做好准备。这项工作还包括云监控和在服务器上直播视频。开发了卷积神经网络来预测某人是否戴口罩。它部署在自制服务器上,可以远程监控。用于拍摄视频的摄像头是ESP32。鉴于目前的情况,这项拟议的工作在世界各地得到了广泛的实施,并有可能在未来得到利用。
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引用次数: 7
Time Series Forecasting for Clients Rates in Tele-Communication Data using Statistical Techniques 利用统计技术预测电信数据客户率的时间序列
F. Alqasemi, Salah Al-Hagree, Ibrahim Alnedami, Redwan A. Al-dilami
Nowadays, massive data highlights the significance of exploiting data mining technology for business needs. Data estimation is one of the business important demands, which is one of data mining objectives as well. Hence, data mining has utilized machine learning (ML) and statistical analysis (SA) techniques for developing business intelligence solutions. Time Series (TS) forecasting methods are tested and enhanced. Such enhancement is increasing the power of TS abilities, which is served to respond to business future estimation requirements. In this paper, an investigation for TS methods distinction is implemented. Four TS methods are applied to forecast the next five years of clients’ rates of two Yemeni’s communication companies. The four methods are Movement Average (MA), Weighted Movement Average (WMA), Least Square (LS), and Exponential Smoothing (ES). The estimated data is evaluated by comparing TS series forecasting methods.
如今,海量数据凸显了利用数据挖掘技术满足业务需求的重要性。数据估计是业务的重要需求之一,也是数据挖掘的目标之一。因此,数据挖掘利用机器学习(ML)和统计分析(SA)技术来开发商业智能解决方案。对时间序列(TS)预测方法进行了检验和改进。这种增强增强了TS能力的能力,这是为了响应业务未来的评估需求。本文对TS方法的区分进行了研究。采用四种TS方法预测了也门两家通信公司未来五年的客户费率。这四种方法分别是移动平均(MA)、加权移动平均(WMA)、最小二乘(LS)和指数平滑(ES)。通过比较TS系列预测方法对估计数据进行评价。
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引用次数: 0
ITSS-IoE 2021 Cover Page
{"title":"ITSS-IoE 2021 Cover Page","authors":"","doi":"10.1109/itss-ioe53029.2021.9615284","DOIUrl":"https://doi.org/10.1109/itss-ioe53029.2021.9615284","url":null,"abstract":"","PeriodicalId":230566,"journal":{"name":"2021 International Conference on Intelligent Technology, System and Service for Internet of Everything (ITSS-IoE)","volume":"48 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"117004717","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Study the effect of the Stimulated Raman Scattering (SRS) in optical fiber-based on OptiSystem 研究了基于OptiSystem的光纤受激拉曼散射(SRS)的影响
Mustafa Sabah Noori, R. Sahbudin, M. Abood, Mustafa Maad Hamdi, Isam Kareem Thajeel
The phenomenon Stimulated Raman Scattering SRS in fiber optical denote as the lights shifting to diverse frequencies due to light's contact with the material of the optical fibers, therefore it is imperative to focus on the attributes of the affected lights in this phenomenon and its impact on the transmission, the comprehensive tool software OptiSystem simulator has been used to create the layout for the propagation in five hundred meters long fiber optical signal generated from six continuous waves laser components with diverse frequencies, the outcomes illustrated the same values in numerical values of gain and after and before propagation with exception appearance of a new pump like parameterized while calculations with parameterized signals are typically faster.
光纤中受激拉曼散射SRS现象是指光与光纤材料接触后发生频率偏移,因此有必要研究受激拉曼散射现象中受激拉曼散射光的属性及其对传输的影响。利用综合工具软件OptiSystem模拟器对六个不同频率的连续波激光元件产生的500米长的光纤信号进行了传播布局,结果表明增益和传播前后的数值值相同,除了出现新的泵浦样参数化,而参数化信号的计算速度通常更快。
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引用次数: 0
期刊
2021 International Conference on Intelligent Technology, System and Service for Internet of Everything (ITSS-IoE)
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